Analysis of prompt/interaction risks, model bias vulnerabilities, and misconfigurations.
In addition to traditional IT and application security, I focus on emerging AI security risks, including prompt injection, conditional model behavior, and latent failure modes in machine learning systems. I apply classical threat modeling techniques to modern AI architectures, treating models, pipelines, and deployment infrastructure as attack surfaces.